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NEW QUESTION: 1
You create a datastore named training_data that references a blob container in an Azure Storage account. The blob container contains a folder named csv_files in which multiple comma-separated values (CSV) files are stored.
You have a script named train.py in a local folder named ./script that you plan to run as an experiment using an estimator. The script includes the following code to read data from the csv_files folder:

You have the following script.

You need to configure the estimator for the experiment so that the script can read the data from a data reference named data_ref that references the csv_files folder in the training_data datastore.
Which code should you use to configure the estimator?

A. Option B
B. Option C
C. Option A
D. Option D
E. Option E
Answer: A
Explanation:
Besides passing the dataset through the inputs parameter in the estimator, you can also pass the dataset through script_params and get the data path (mounting point) in your training script via arguments. This way, you can keep your training script independent of azureml-sdk. In other words, you will be able use the same training script for local debugging and remote training on any cloud platform.
Example:
from azureml.train.sklearn import SKLearn
script_params = {
# mount the dataset on the remote compute and pass the mounted path as an argument to the training script
'--data-folder': mnist_ds.as_named_input('mnist').as_mount(),
'--regularization': 0.5
}
est = SKLearn(source_directory=script_folder,
script_params=script_params,
compute_target=compute_target,
environment_definition=env,
entry_script='train_mnist.py')
# Run the experiment
run = experiment.submit(est)
run.wait_for_completion(show_output=True)
Incorrect Answers:
A: Pandas DataFrame not used.
Reference:
https://docs.microsoft.com/es-es/azure/machine-learning/how-to-train-with-datasets

NEW QUESTION: 2
あなたの会社は、ペットの健康的なライフスタイルを促進する家族を支援するために、生体情報を収集する次世代のペット首輪の開発を進めています。各カラーは、2秒ごとに30kbのJSON形式の生体認証データを収集プラットフォームにプッシュします。収集プラットフォームは、Webポータルを介してペット所有者と獣医師に健康傾向情報を提供するデータを処理および分析します。管理者は、次の要件が満たされるように収集プラットフォームを設計するようにあなたに任せました。
*インバウンドバイオメトリックデータのリアルタイム分析機能を提供
*生体認証データの処理の耐久性を確保します。弾性と平行
*データマイニングのために分析処理の結果を永続化する必要があります。以下に概説するアーキテクチャは、収集プラットフォームの初期要件を満たしますか。
A. Amazon Kinesisを使用して受信センサーデータを収集し、Kinesisクライアントでデータを分析し、EMRを使用して結果をRedshiftクラスターに保存します。
B. SQSを使用して受信センサーデータを収集し、Amazon Kinesisを使用してSQSからのデータを分析し、結果をMicrosoft SQL Server RDSインスタンスに保存します。
C. EMRを使用して受信センサーデータを収集し、Amazon KinesisでEURからのデータを分析し、結果をDynamoDBに保存します。
D. S3を使用して受信センサーデータを収集し、毎日スケジュールされたデータパイプラインでS3からのデータを分析し、結果をRedshiftクラスターに保存します。
Answer: A